🕯️ Candlestick Charts with ML Predictions

Random Forest Classifier - Stock Market Analysis

Generated on December 23, 2025 at 04:07 PM

6

Charts Generated

40.53%

Model Accuracy

200

Decision Trees

491

Test Predictions

📊 About These Charts

Candlestick Charts: Each candlestick represents one trading day, showing Open, High, Low, and Close prices.

Green candles: Price closed higher than it opened (bullish day)

Red candles: Price closed lower than it opened (bearish day)

Signals: ML predictions overlay shows recommended actions (BUY/HOLD/SELL)

🎯 Signal Legend

▲ BUY Signal ● HOLD Signal ▼ SELL Signal

Note: These signals are generated by a Random Forest Classifier trained on historical data. Always perform your own research before making investment decisions.

📈 Actual Vs Predicted Signals

Actual Vs Predicted Signals

📈 Candlestick Chart 1

Candlestick Chart 1

📈 Candlestick Chart 2

Candlestick Chart 2

📈 Candlestick Chart 3

Candlestick Chart 3

📈 Candlestick Chart 4

Candlestick Chart 4

📈 Candlestick Chart 5

Candlestick Chart 5

Random Forest Classifier | Stock Market Analysis

Model: 200 trees, max_depth=15 | Features: 20 technical indicators

⚠️ Disclaimer: These predictions are for educational purposes only. Past performance does not guarantee future results.